{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e1d71f80-5168-4681-a4ca-d71b4b315dfe",
   "metadata": {
    "tags": []
   },
   "source": [
    "# RFSoC-PYNQ Multi-Tile Sync Acquisition Design\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b33d086-5d4a-430e-9361-1fc7a4647c1d",
   "metadata": {},
   "source": [
    "This overlay requires the ZCU208, CLK104 and XM655 boards configured as described in the [\"Common Board Setup\"](./CommonBoardWiring.ipynb) page.  Please ensure your setup matches that configuration before proceeding.\n",
    "<p align=\"center\">\n",
    "  <img src=\"./images/directConnections_DCblocks.JPG\" width=\"60%\" />\n",
    "</p>\n",
    "This overlay provides one DAC player memory that is broadcast to multiple RF DAC tiles. DACs in use are Tiles 228 and 229. Tile 230, while enabled, only shares the reference 4GHz to Tiles 228 and 229.  ADC tiles 224 and 225 capture to internal memories.  ADC tile 225 channel 1 stores to the PL DRAM via DMA.  A simplified block diagram is presented below.\n",
    "<p align=\"center\">\n",
    "  <img src=\"./images/daqOverlay_simplifiedBlockDiagram.png\" width=\"65%\" />\n",
    "</p>\n",
    "<div class=\"alert alert-block alert-danger\">Because of the clocking strategy used in this overlay it is best run after first power-cycling your board.</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a44f63a8-94b2-449f-b3b5-07613adf0608",
   "metadata": {},
   "outputs": [],
   "source": [
    "from rfsoc_mts import mtsOverlay\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa3b73dd-c42c-405c-9ded-6a27c7605684",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "try {\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n",
       "} catch (e) {};\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "try {\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n",
       "} catch (e) {};\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ol = mtsOverlay('mts.bit')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee0ce9c1-2ce9-4dc9-ae79-c2f3afba7028",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Generate Waveforms for Loopback\n",
    " This overlay uses a single waveform memory that is broadcast to multiple DAC tiles.\n",
    "### Prepare the DAC Memory\n",
    "The cell below generates examples waveforms and has customizable paramters.  For example, one can adjust the center frequency, Fc, and re-generate a sinewave."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3137871a-3b6c-4ec2-88ed-27f872439b04",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.signal import chirp\n",
    "from scipy.signal import sawtooth\n",
    "from scipy.signal import gausspulse\n",
    "\n",
    "DAC_SR = 4.0E9  # Sample rate of DACs and ADCs is 4.0 GHz\n",
    "ADC_SR = 4.0E9\n",
    "Fc = 250.0E6 # Set center frequency of waveform to 250.0 MHz\n",
    "Fe = 800.0E6 # maximum frequency of chirp at end of record\n",
    "DAC_Amplitude = 16383.0 # 14bit DAC +16383/-16384\n",
    "X_axis = (1/DAC_SR) * np.arange(0,ol.dac_player.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ddb191ed-a05c-42ff-ac0a-ce9a4f9dd129",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# generate some basic waveforms\n",
    "DAC_sinewave = DAC_Amplitude * np.sin(2*np.pi*Fc*X_axis)\n",
    "DAC_sawtooth = DAC_Amplitude * sawtooth(2 * np.pi * Fc * X_axis)\n",
    "DAC_chirp = DAC_Amplitude * chirp(np.arange(0, ol.dac_player.shape[0])/DAC_SR,\n",
    "                                  f0=Fc, f1=Fe, t1=(ol.dac_player.shape[0]/DAC_SR), \n",
    "                                  phi=0.0, method='linear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "da3bb8fa-756e-4984-9393-74cac93dc230",
   "metadata": {},
   "outputs": [],
   "source": [
    "ol.dac_player[:] = np.int16(DAC_sinewave)\n",
    "#ol.dac_player[:] = np.int16(DAC_sawtooth)\n",
    "#ol.dac_player[:] = np.int16(DAC_chirp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46371e35-b78e-42f6-82c7-7eb1cbded631",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e87666f-b61b-4711-9976-bca1e7545701",
   "metadata": {},
   "source": [
    "## Capture DAC Waveform to Internal Memory\n",
    "The DAC waveform is saved to an internal memory for verification purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ab6a555e-f1d4-456e-a646-67bf952a4ea5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ol.trigger_capture()\n",
    "pNumSamples = 128\n",
    "plt.title('DAC Waveform Replay ')\n",
    "plt.xlabel('sample')         \n",
    "plt.ylabel('Amplitude')\n",
    "plt.plot(ol.dac_capture[0:pNumSamples])\n",
    "plt.show()\n",
    "# Note that the waveform is NOT aligned to sample zero of the DACRAM as it is free-running"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "820a5691-4a70-4e90-9d81-7b8c85aa33e4",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c2cc968-80c8-4d4e-bf16-f2b31eb4554a",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Non-Aligned ADC Capture and Analysis\n",
    "Without MTS enabled, the DAC output and ADC samples captured are not phase-aligned.  For this experiment, MTS is not enabled and results captured.\n",
    "Also, an array is defined to capture the non-aligned data.\n",
    "\n",
    "But first we define some helper plotting functions..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3c2acdb3-33ea-40d0-b8ea-10fdc795fd0b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def stemplot(sample_list, pStart=0, pNumSamples=16):\n",
    "    plt.stem(sample_list[0][pStart:(pStart+pNumSamples)])\n",
    "    plt.stem(sample_list[1][pStart:(pStart+pNumSamples)], linefmt='r:', markerfmt='rx')\n",
    "    plt.stem(sample_list[2][pStart:(pStart+pNumSamples)], linefmt='g-', markerfmt='g+')\n",
    "    plt.tight_layout()\n",
    "    return plt\n",
    "\n",
    "def gridplot(sample_list, pStart=0, pNumSamples=128):\n",
    "    plt.subplots(3,1)\n",
    "    plt.subplot(311)\n",
    "    plt.plot(sample_list[0][pStart:(pStart+pNumSamples)])\n",
    "    plt.subplot(312)\n",
    "    plt.plot(sample_list[1][pStart:(pStart+pNumSamples)])\n",
    "    plt.subplot(313)\n",
    "    plt.plot(sample_list[2][pStart:(pStart+pNumSamples)])\n",
    "    plt.tight_layout()\n",
    "    return plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "92bb4581-fb95-454a-9426-d5a972a71ffc",
   "metadata": {},
   "outputs": [],
   "source": [
    "ol.init_tile_sync()\n",
    "nonAlignedCaptureSamples = np.zeros((3,len(ol.adc_capture_chA)),dtype=np.int16)\n",
    "ol.verify_clock_tree()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "30eeffb5-3fb4-40f5-adec-78fcf3d34586",
   "metadata": {},
   "outputs": [],
   "source": [
    "ol.internal_capture(nonAlignedCaptureSamples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3df6316e-f1b8-448b-af1e-18bd69f01edd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gridplot(nonAlignedCaptureSamples, pStart=0, pNumSamples=128).show()\n",
    "stemplot(nonAlignedCaptureSamples, pStart=0, pNumSamples=64).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "250b4418-1313-49f5-9ccc-e1f4113336a9",
   "metadata": {},
   "source": [
    "# Analysis of the Non-Aligned Captured Waveforms\n",
    "The outputs should appear out of phase with respect to one another despite driven from a common DAC waveform memory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "89337efc-1433-4480-9aed-16ff406815c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pStart = 0\n",
    "pNumSamples = 32\n",
    "plt.plot(nonAlignedCaptureSamples[0][pStart:(pStart+pNumSamples)])\n",
    "plt.plot(nonAlignedCaptureSamples[1][pStart:(pStart+pNumSamples)])\n",
    "plt.plot(nonAlignedCaptureSamples[2][pStart:(pStart+pNumSamples)])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31dcabaf-9136-4f9a-98b1-d9e164f88835",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "469612f2-0df0-445e-8e4b-74df37067227",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Enable Multi-Tile Synchronization - MTS\n",
    "With Multi-Tile Synchronization enabled the DAC output and ADC samples are aligned.  This feature of the RFSOC allows coherency across DAC and ADC tiles.  The RF tiles are reset and their internal FIFOs reset via \"init_tile_sync\" while also testing if the synthesizer clocks are ready.  Once initialized, the \"sync_tiles\" function begins the synchronization procedure of the tiles. The results are analyzed below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e6ad75bd-938d-4051-ab2c-1f2c6fb58525",
   "metadata": {},
   "outputs": [],
   "source": [
    "ol.init_tile_sync()\n",
    "ol.verify_clock_tree()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b0e140ba-3aa9-4fb6-a604-ec2d69840157",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ol.sync_tiles()\n",
    "AlignedCaptureSamples = np.zeros((3,len(ol.adc_capture_chA)),dtype=np.int16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9ab237c5-8489-419d-aba4-e5914e910da5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ol.internal_capture(AlignedCaptureSamples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "70c58af6-c052-4048-8d29-dad48ad1d227",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+EP5FB4AaQcWImbsd9t3yohmbzTY8/CE6pmA7UybNePW0UC92nlTaUZ4Gjxf/XLVMhoEfDQP6Yze9rwJUjOiZ4DCc96IZS8l7njiHiWeNh7DGZrNpx6unNt14PnLw6inAvsHzpFI2JeWE8jR4PPnnpmWz1PT3M/XESLh/XazavgpQMeLIOIeHpB41Ux+O83eJpsh7YH79y2GMSvc//QVG9ws1KrWgPA0eT/45aUbQ3/Vfzqe/bhys/5dYBX31DCpGCDmAkAMlacX0xGNZHQbkrQ4r2T/jPCkhBxg7bIqupek8qSKrw5SnweOnTedpRtA/OWqMrsXsLDk1gooRM7teL1krpicey+qwJxZ9BJ79ea4HOfPh8vxLradm0P9kKw9N3wbZU7me+cyHb7clV556oMhIv2T/zLPkrPVcTfEpwuBwvX0LE69aMT0VZDK8POftfPSX98Pq1bkGWq5/qfU0b0l4Dyx/LBf0Dz+pPC0JS9DffuGlgyP99es53FOef3H1VAWoKDHEnnlHHTaB9KoV01NBNsvcP73A8k9dwvp1gw+Ky/Uv1Z5mMvqIlPvzVocpT0ukyEj/6NPl+RdXT9UzqCgxxJ55wwb6GTaQv9uxV62YnngMH79x9Zd4uOn5wdVh2WzZ/qXVU22ThmgTfOyy+wH95W/RJtA2acrTcshkyL77b3npZH7QL9e/uHqqRlBRosi0CcC5e/5sy+JVK6YnHuNB8Qev/wK3/D15D4rL9a9QS8uBc5pcjLa2gcuXHeeZ6aeQizbqQX/RYn6x519s6cvxNFVks/ztbx5i6WrQ1g6O9Mv1L66eqgAVNTIZtr91PpC1vVR3qN5+lLNXzUlPzc30spO0tbfA3+ufc9u9LG7lUE/p/hVqqToR2Qj6B578Z+CNvKBfTp0sljbxGCP9R//mGuA7ee+BleufkxaH9q8CVITI7Zn3If1z4Z55x8bW2/J41Qr1NN1MtWYNrVlj8p3v4EDfNmTr4NYw33jqMVt6L/45aUOdiJwojNVhx56uZ3T/VF0zevvH7nzQlrxUTyEeN9Ig0J66k7aV3cB3ABCbW2AltD51Z1n+OWlxaf/qGVSEMPfMO//MeYB9z7ya/rPU9J/Ny+NVK9SL3UyTylCeFNO8pB3qROQkUtN/lvE02rSgPDVvpF09vUgGb6QbtnUFW5AIoN36JLJVMnXYxQDIVolslWi3Plmyf25aXNq/GkFFCWPaZNLDH+LPDnvmzdj7hi2LV61QT+PNdMbeNxBjam2aUzq3/MW0oU5ETiJB1kknLVWjUoMZe9/gzSl2zS1tKVpc2r8KUFHCmDY5+OvJ1Pcb/zWWl+oOTpxsy+JVK9TTeDM9OHGydQF/TnNK55a/mHbjkgvzpk0goBORI0yQddJJi8uNNEgOTrS0f4vmlrYULS7tXwWoCHJ8zARqmeCol6oV6mm8mQbpn5Nm9uhXPfIHzvQP0JTg5yUmYXsalxtpkDi1/1L9c9Pi0v5VgIogw/v7POtetUI9jTfTIP1z09wOnEsqYXsalxtpkARdJ520uLR/FaAiSNPeDs+6V81JT9vNNGj/iqVNC2F7GpcbaZCEUSedtDi0fxWgIsjBSVM86161YnpaCMM/5Wn4nsbhRhokYdTJuNZTFaAiyPHR4z3rXrVieloIwz/lqfI0aMLwL66eqgAVQWrPnvGse9WK6WkhDP+Up8rToAnDv7h6qgJUBJn+Zqdn3atWTE8LYfinPFWeBk0Y/sXV00AClBDiPuDvgP1SyosMbRLwEDAb6ACWSykPG9/dAvwz0A/8Vynl44Z+KfBdoA74JfBZKaUkZXRPmupZ96oV09NCGP4pT5WnQROGf3H1NKgR1HeBtcD3LNrNwG+klHcLIW42Pt8khJgLXAXMA6YDvxZCvFVK2Q+sA64Dfo8eoK4EfhXQNcaGE6PHeda9asX0tBCGf8pT5WnQhOFfXD0NJEBJKTcLIWYXyB8Gmo3fHwA2ATcZ+oNSytPAG0KI14DLhBAdwHgp5dMAQojvAUtJYYCq7TvtWfeqFdPTQhj+KU+Vp0EThn9x9TTMZ1BTpJR7AaSUe4UQ5l4bTegjJJPdhtZn/F6o2xBCXIc+0mLmzJkBX3blcNulefq+nY7pnXSvWjE9LYThn/JUeRo0YfgXV0+rsUhCOGiyiG4XpbwXuBdgwYIFsXxGVWy7+wPnTHPM46R71YrpaSEM/5SnytOgCcM/m7ZmjXFSt2V3ymxW35ja2BM0CoQZoPYJIaYZo6dpwH5D3w2ca0k3A9hj6DMc9ERSbJfmk3VjHfM46V61YvpLx74NJP8FyDD8S4Onxc5jqqSnScPN1zD8s2kLF8Ly5cz7ZCsPTd8G2VO5wxGjRJgB6jHgGuBu48+fWfQfCSG+ir5IYg7wrJSyXwhxTAhxOfAMcDXwv0O8vqpSbJfmEXWnHL8b0WfXvWrF9JdP3Id5SFqSCcO/pHs61MF2lfQ0aUHfzdcw/LNpxlE+n/vQMlq/2APLH9ODk+UE7ygQ1DLzH6MviGgQQuwGWtED03ohxD8DO4GPAUgptwsh1gMvA2eBG4wVfAArGFxm/isSvECi2C7NZ3bucswzbZ9d96rZ9JgM8f1SrLcfqH9OWgI9Heo8ptA9tZCUoA/FfQ3DP8f8mQynRhh1dcWKyAUnCG4V3ydcvnqvS/o7gDsc9K3ARUFcU9QptkvzZ3863THP/ga77lUr1LXG7bRtvin3WbTpjwBbZ16N5qkE0WOo3n6Q/jlpSfR0qPOYwvY0iUEfivs6EKR/Lpq2SaOtvQ3+q/5Z1NwObbfTurgVrVkb4uorhzryvUosnd/EXcsuZkSN/l/QVF/HXcsuZun8JnpHjaF31BhbHifdq1aoa9c+gFy0kffsqgFArm1ALtqIdu0DgZSvGgx1jHWQ/jlpSfTU7dwlUw/d08btiM0trH/z3YAe9MXmFrTG7aUVKCIU8zVI/9w0TS5Grm1g9tkLAJCLNiLXNqDJxSWVJyxUgKoiS+c3MX9mPe88bxK/u7klNxU18kwvI8/Ye1hOulfNUc9kODq2Xv89okN8PwzV2w/cPyctYZ7euORC6mpr8jTreUxhe5rEoA/FfQ28TjppW7bA+vWcrbGc3L1+va5HCLUXXwSZun+3Z92r5qhns9QfOciMmmHwvXV5x8vHkaFOXw3cPyctYZ4OdR5TRTzNZBj40TCgPxFBH4r7ese3AvbPSTOmR6c+vJv+MbW6FsG6qgJUBNnf6DLf7KB71Wx6NgvLl/PmP81g2KjRsP6bg8tMI1ZJvTLU6auB+uekJdBTKH4eU+ieAmSzDBvoZ0rvKPhO/IO+iZuvgfs3RP5aT1dbHdQUXwTpHTmG3pEO880OulfNphtD/MMTGnUtokN8PxR7rgcB++ekJdDToQjdUyPo755+PgPj/0L3c/lyXU8ogfpXQv4ooUZQEWTU6ZOeda+aTTeG+KM2WbQE9EyL9fYD9c9JS6inxQjdUyPo929aoevWoJ9QXwP1r4T8UUIFqAgy5UCXZ92r5jdtEqmUf8rTAD01gv6Uhy1awoN+Jetk1OuqClARZF+j4x65jrpXzW/aJFIp/xLl6RDvISlPg6eS/kXdVxWgIsipkaM96141v2mTSKX8S5Snlj3btl94ae6ZkLlnm/I0eCrpX9R9VQEqgtSdPuFZ96r5TZtEKuVfojy17Nn2xKKPwLM/z1uVqDwNnkr6F3VfVYCKIJMPOG/i7qR71fymTSKV8i9xnhp7tn30l/fD6tV5z3+Up8FTSf+i7qsKUBHkzckzPOteNb9pk0il/Eucp9kso0+d4JNXX8j31+W/h6Q8LRHLs73cLu3Gs71K+hd1X9V7UNVizRr7uxzZLKxZw+kRdZweYd+ry0n3qvlNm0Qq5V+iPDWeOX31+jv5wfk7bO8hKU9LxHy2t+M5fZd289newoUV9S/qvqoAVS0sFfSlY9/Oq6B1p05Qd8phHtlB96r5TRtLLEFf75WSC/pQOf8S5anxHlLf8BH654KXj5WnJWI+2/vWav2zZceRSvoXdV/VFF+1KHJg2OSHXeaLux3mlj1qftPGEsuKs/UT7oPsP+StOKuUf0nyVLvsJG3tLWBsNpA7QmRxKxrK01LRNmm0bW6DL+qfxcpu2NxCq2itqH9R91UFqGqSyfD0O1qAR/M2wdw75VzH5E66V81v2liSF/Sx7YNXKf+S5KnWrKE1a8xom0sXryBbZd73ytPS0Jo1NLmYv/rB+/jtzH7k2ga9rjZn+Ha7/dj1St4TooSa4qsS2iYN0Sa4suVRQD8wTLQJtE0aZ2pHcaZ2lC2Pk+5V85s2jmibNMTmFiZ8sQfQe6VicwvaJg2onH9J8tTErTzK0xLJ7TF4nv7Z8myvkv5F3Vc1gqoSmlyMtraBt107kh1jupCLNuoVdNFivtv7I8c8o3uPl6z5TRtHBnulf81vZw7k9Uqhcv4lyVOT0b3HmTBskqNeqhZE/thiPNuTG69nwsCkvGd7lfQv6r6qAFUtjAo67uEP6fP7lgraeHCvYxYn3avmN20sMXqlfctGAKcGe6XGNF+l/EuUpwaNB/fS6KKXqgWRP7YYeww2Pmzx1Vi+3/jp223JK3lPiBIqQFULo4Lu2TyTsezXNaOC7mlzPi10z5SZJWt+08YSI+jv2rxS97Rg5+tK+ZcoTw3C8iTNnkL1/SvUN2zr4p7Hd7Cnp5fpBYdTVgMVoKpMX+1I6jjXprmlLVXzmjZqFdQXRtDve9riqeWl0kr4Vyx/nKlmnSyWP+5U2z+rvmFbV96Bn109vdzy6IsAVbsHqABVZcacPOZJ85O21PxRrKClUC3/immxDvxE09MkUG3/rPo9j+/IO40aoLevn3se36ECVFppOPSmJ81P2lLzR7GClkK1/HPTkhD4o+YpxD/oQ3X9K9T39PQ6pnHTK4EKUFVmz9RZnjQ/aUvNH8UKWgrV8s9NS0Lgj5qnSQj6UD3/nPTp9XV0ObT16fXV2wpJvQdVZfqGjxjcRqaI5idtqfndKmI1K2gpVMs/Ny0JgT9qnhYL+nGiWv456TcuuZC62pq87+tqa7hxyYXeCxQwagRVZcaePOpJ85O21Pw3Lrkwr1cK1a+gpVAt/9y0KPZM/RI1T5MQ9KF6/jnp5shz1SN/4Ez/AE0RmDZVAarKnHNonyfNT9pS80exgpZCtfxz05IQ+KPmaRKCPlTPPzd96fwmfvzsTgAeuv5djnkqiQpQVaZr2mxPmp+05eSPWgUthWr656QlIfBHzdMkBH2onn9D6VFBBagqc7am1pPmJ225+eNOtf1z0uIe+KPmaRKCPlS3ThbTo4IKUFVm7IkjnjQ/acvNH3eq7Z/ytDKexj3oQ/XrZNTrqgpQVeacw/s9aX7Slps/7lTbP+Wp8tQr1fYv6r6qAFVldk87z5PmJ225+eNOtf1TnipPvVJt/6LuqwpQVaa/xv5f4KT5SVtu/rhTbf+Up8pTr1Tbv6j7Gu2rSwHjjvd40vykLTd/3Km2f8pTb1oQ+eNOtf2Luq8qQFWZST0HPGl+0pabP+5U2z/lqfLUK9X2L+q+qgBVZXZNP9+T5idtufnjTrX9U54qT71Sbf+i7qvai6/KDAyrYWBYzZCan7Tl5gd46di3PZchalTbP5u2Zo1+2i8WX7NZXY8JytNwqJp/Q+hRQY2gqsz444c9aX7Slpx/zRpYuBAYxcsn7gO+ozf6LVtyhwFGCbfjFqrmn5u2cCEsX868T7ayfsJ9kP2HwaPoY4LytHSKHQtSNf+cdEv714P+u6re/lWAqhBulXRiT7ctrZPmpgea39LomYBeOSPc6N2OW6iaf26acfT85z60jNYvMuipcdJvHFCelsZQx4JUzT8nPYJBXwWoClCsku5seostvZPmJ22p+TXRTtvKbuAzAIjNLbASWkU7GtFq+MWOW6iWf26atkmjbXMbfFH/LFZ2w+YWWkUrWrPm+G9FDeVpaQx1Fli1/HPUIxj01TOoClCskkoxDCny/xucNDc9yPxas4Zslcw9OlX/rn81slVGqsGbFDtuoVr+uWlas4ZctJH37NLn+uXaBuSijZH0dcO2Lq64eyPn3fwLrrh7Ixu2dQHVq5NuWlw8HepYkGr556RrmzTE5hYmfLEH0IO+2NyCtklzL2DIqBFUBShWSSeIQzZ9wjG75qZ71TynzWb17U/GA+vW6b2niE2bQPHjFvYfqaJ/TpoxVXr46gZgn94rjUDvtJBiI/2q1kknLSaeDnUsSNX8c9C1Zg1NLmbR9/+a/5g1gFzboPvZrEZQiabYSbX1Rw5Sf+Rgnu6kuemB5jca/ZnaEUw7XjvY6I3VUlGi2OmfVfPPTduyBdavp673hO6rMZXCli2eylopio30laelMdQptVXzz0m3tH8gEu1fjaAqQLGza67/1QW29Dtn2DU33avmKa3R6N94+vP6Z2ujj1CvFIoft3B9tfxz04wVUDuftugRHJkWG+mfVJ6WxFDHglTNPyfd0v5H9++NRPuPXIASQlwJ/CtQA3xbSnl3lS+pbIpV0ut+JWzpJXbNTfeqeUprNHr5tEWLYKM3cTtuoWr+lZA/ShSbjvrTgPK0VIodCxIp/yztf0zNdF2rcvuPVIASQtQAXwfeB+wGtgghHpNSvlzdKysft0paf9Rh2O2g+UkbVv64EFX/ou5rsZH+qoeUp2EQRf+i5KmQUlb7GnIIId4FaFLKJcbnWwCklHe55VmwYIHcunVryf/mH9/1bvqPHi05vx8GBnSvhw0b7LW8Ou4EAG87Nqao5idtWPmjiFdP3fRq+x81pJQ5TxGCYQKEEMrTMnGqpxBN//x6WjN+PG99+ilPad0QQjwnpVxg0yMWoD4KXCml/M/G508C75RSrixIdx1wHcDMmTMv7ezsLPnf/Nf3NjHzxAjVmDyQhMYUNaLon/JUeVpIsfLvHHOGz/6mq6y/Py4B6mPAkoIAdZmU8jNuecodQb315lkA/PHuzqKan7Ru+ZvvfhsAm25+teTrrSbllj+M/Gnx1E/acvMrT5Wnhfgpfym4BahIPYNCf+50ruXzDGBPmP9gz/hzPGl+0rrlZ+pUfxcXMcotfxj50+Kpn7Tl5leeKk8L8dUmAyRq70FtAeYIIc4TQowArgIeC/MfFEgEckjNT1qbZu68LKX+A7Hcebnk8oeYP8/TGFJt/5SnIXua4LZfTA+KSI2gpJRnhRArgcfRl5nfJ6XcHua/OXP3a540P2ltmrEJIx/vheHDI70JazFKLn8Y+c2dl194YVCL8M7rblTNv2JpX3iBjlGnHP+OOBApTxPc9ovpQRGpAAUgpfwl8MtK/Xs9ExyG6A6an7Q2zXzh7Yfvg4n1kdySxQsllz+M/GbD//QEGD06tg2/av4VSzttGp2n4vmsBCLmaYLbfjE9KCIXoCrNkXGTPGl+0jrmz2SgfQYdRzphxerYVVAos/xB5zcb/o/fD9ObYtvwq+afk2aOSqdMgU4jQMVwVBopTyGxbb+YHhRRewZVcYQcQMiBITU/aR3zZ7Owp4vOevRNWCO4v91QlFX+MPJnMnpw6uyEFSti2fCr6l+BpjVuR2xuob2zXf+uTei7WTeGOsseOFHyFEhs2y+mB0XqR1Azu173pPlJa9PM6adb58GRFyK78/JQlFz+sPIbDb9j1gT4enR3Xi9GVf0r0LRrH0DL/iMsWYK4tW9wN2vlaen5E9z2i+lBkfoAdbi+wZPmJ22hpj11p34Q4BH99MrcQYBP3YkWo0paavlDyW9p+J1HXoD1G2PZ8Kvmn5uWycDNNwO3x3ZUGiVPk9z2i+lBkfoAdXTsRE+an7SFmnbrk2jG76JNIFvjuYS31PKHkt/YeZnONjhCJHZeLoWq+eemZbOwbh2tn14U6fPAihElT5Pc9ovpQZH6ADVsoN+T5ietW/64U275g8yvXXaStvaW3GfRpu9x1rq4NXdDiAPV8s9Rs6yE1DIZaM7GclQaKU8Tgp/yB0nqA9S5e/7sSfOT1i0/6DfQuFJu+YPMrzVrueO949wzrZZ/jpo5KjWDUUxHpZHy1ELS2n4xPShSH6AO1Td60vykdcsP5G6qcaTc8oeRP+5U2788zWkpeQyn+CLlqYWktf1ielCkPkAdG1vvSfOT1i1/3Cm3/GHkh/j2TDds62Jv7VgGpOSKuzfmDrGspH9JrKvVrpNp8bSYHhSpD1A1/Wc9aX7SuuWPO+WWP4z8EM+e6YZtXdzy6IsMk2cZBnT19HLLoy8ClfUviXW12nUyaZ5u2NbFqd5TDEjyOlIQfllTH6Bm7H3Dk+YnrVv+OLNhWxfTuv4M5Pf2K+lfkny95/Ed9Pb189Ye/ZiCQ/XQ29fPPY/vqKh/SfIU/NVTUJ4OhdmRuuCAXk+7zg52pIr5GhSpD1AHJ072pPlJ65Y/rpiVtGec/s7DSEtvv5L+JcnXPT29AOwdp8/hj7ToooL+JclTv/XUTVeeDmJ2pHos9dTsSC2d3xR6WVMfoI6PmeBJ85PWLX9cMSvp4bpxAEw9M1hJK+lfknydXl9HV09vnqem/qeByvmXJE/91lNQng6F2ZEqrKemHnZZU78X3/D+Pob39w2p+Unrlj+umJWxtv8stZY55z09vRX1L0m+3rjkQupqa/I8raut4cYlF1bUvyR56reegvJ0KKbX1wF2T0097LKmfgTVtLfDk+YnrVv+uGL29ucc3Anoz0tM/czODlv6sPxLkq/mQ+b/ce8uBqSkbnZd7nnJHd/qcMwThn9J8tRvPQXl6VDcuORCbnn0ReYcGPTU7EhB+GVNfYA6OGmKJ81PWrf8ccWspHvG6/PNoxispJ//SeX8S5qvS+c38bU55wOw6fODu2JU0r8keeq3noLydCjMjtRn1k+hr1/ylvq6vFV8YZc19QHq+OjxnjQ/ad3yxxWzMl7z8wmcPtvPpaMHK+l1v6qcf0nzFYBJ9vN0Kulfkjz1W09BeeqFpfOb+NoLMwHY9I8ted+FXdbUB6jas2c8aX7SuuWPM0vnNzH/WX3eedP1g5W0kv4l0VdOn7ZJlfQvaZ76qaduuvLUAYd6CuGXNfUBavqbnZ40P2nd8seeV16xSZX0L5G+evTUTQ/D/9ijPA0eB08h/LKmPkB1T5rqSfOT1i1/7Jk1yyZV0r9E+urRUzc9DP9jj/I0eBw8hfDLmvoAdWL0OE+an7Ru+WPPRPvZL5X0L5G+evTUTQ/D/9ijPA0eB08h/LKmPkDV9jk8A3DQ/KR1yx97Tp2ySZX0L5G+evTUTQ/D/9ijPA0eB08h/LKmPkBN37fTk+YnrVv+2PPqq3SMyq+olfQvUb6uWQMLF+Z7ms3Cli0V9S9Rnpq8+qpNUp6WiYOnEH5ZUx+gDpwzzZPmJ61b/tgzezadR17Ikyrl34ZtXewcNxlZsAlobFm4UD+t9rMNdPa/nnea7YFj4dS/1NTV2bNtUlhtOvGemh0pq6dGR4pVq0Iva+q3OjpZN5aTdWOH1Lym3bCti/3DRvGmGMkVd29kw7aucC68GtTX26Sg/XPSzE1Aj4wczdGRY3JHU8TaW/O02p3GKijL0epB+1dK2lhTX08HPXlSpTxNXPs3O1Kge2p2pBYuBMKvP6kfQY3os8+tOmle0po30pH9umY94yfOvX1tk0Zbe1vus2gTgH5QYJD+uWnmJqB1wwbnu607KscRbZNG2+Y2MC5frOyGzS20CmdPoXT/3PQN27o4e/xEckalJidP0nkkf/lzJTxNZPs3O1I/ej+dM87mdaTA3ZegSH2AmrZvlyfNS1rzRnpej95rsp7xE9sKCmjPjkZbtBHa2hCZdmSr1HtSz27hFwH656aZm4Ced2jQV6seR7RmDU0uhuXLESu7kWsb9IbfnOEX6//FMU+p/jnp5s109qHdAHQNJOBmavLHP0LBorOg66STntT2TyYD7U1AJ6xYkQtO4O5LUKQ+QO1vmO5J85LWvGHumqC/GzCmQI8t5jD/y1+GQ+15z0v2Hw/OPzfN3AS00FdzR+VYYvGQzS36n6anAfvnpJs3026Lp3G/meZG+kZwso70K+FpEtt/zlPdSkTN7dB2O62LW9GaNVdfgiL1z6B6R42hd9SYITUvac0b5rGRozk2cnQuTaxvpDA4zL/tNloHFuUN84P0z00zj6aw+mrdUTmWbNmS87B1ceugx1u2BO6fk27eNAvraqxvps+ORi7aqI/wAdkqkYs2oj07uiKeJrH9a3Ixcm0DctFGAN3ftQ366B93X4Ii9QFq5JleRp7pHVLzkta8kY7uO8VoY2429jdSk0wGVqxAu21z3jA/SP/ctKXzm7hr2cVMGDjD6L5TNNXXcdeyi2Pb0wdg1aqch1qzpmuZDKxaFbh/Trp507TWVaseS8yR/n336Z8tD/Qr4Wki27+lIwXkdaTA3ZegSP0U39T9uz1pXtIOnvGz13bGT+zJZmHdOli9Wv8zk4FMJlD/imlL5zfxtQf2AbDprhbb90kiDP8KdfNoikkH9gD2c35iiXnzXLKE1g+Mh7WDI/2pD4fvaSLb/6pVuV9bF7fqvxhtH9x9CYrUB6j9jQ7zzQ6a17RL5zfxtbl6I9/0mYTcSK3PS8zKaT4vCdi/Yvl5y1v8XXdMCcs/q27eNFc80kRf/wAX1ifgZgp63bz5ZrTbb9c7U8aNtBKeQkLbv0FupG/Bta0GROoDVO9Ih3llB81X2nEJ24uryDA/DP/c8ifOVxfC8q9Q18/50W8whef8xBaXkX6lPAVSU0+hSFsNiNQHqFGnT3rSfKU9frzs64oUlmF+DqPhj2q9z/ZVuf655U+cry6E5V/i62qRkb7yNBxc22pApD5ATTlgf9PbSfOV9rXXyr6uuBCGf2750+JrWP4lvq4WGekrT8PBta0GROoD1L5G+5y7k+Yr7QUXlH1dcSEM/9zyp8XXsPxLfF0tMtLf5zDSB+Vpubi21YBIfYA6ZXlfoZjmK+3YhO1tVoQw/HPLnxZfw/IvzXVVeRoOrm01IFIfoOpOn/Ck+Up77FjZ1xUXwvDPppk7Klt9teyonDQC989JV5666uXW6bS3/yBJfYCabLwHMpTmK+3rr5d9XXEhDP9smvkC5sd7Yfjw/IfhCSRw/5x05amrXm6d5vXXbeemJRU3X4Ii9QHqzckzPGme0pq90jlzBrUE90ohYP/cNMuOyowfb9tROWkE7p+Trjx11Uv21NL+O7u36loK23+QpH6ro9Mj6jg9om5IzVNas1fa1wdjxtjOTkkigfpXLH8mA01NsHevbUflpBGKf0664WlHr/K0FM2mW9s/pLb9B0nqA1TdqRPUnToxpOYprdkr3f4SHa9vTXyvFAL2r1j+bBb2dNExa4L+AmY2G0wBIkgo/jnphqed9ShPS9AKdU20I1Z2026cOi02tyBWdqOJ9qCKESk2bOuCo0eQR46Edjhj6qf4Jnc7zDc7aJ7TZjLQPoNO0QkrPp/o4AQh+OekmT3RW+fpR86v35jo4B+4f066xVOOvJB33IfytDRPtWZN3w7oy19G1NyO7F8Nt91W2gVHHPM8sRk9bwLQJcI5T6ysEZQQ4mNCiO1CiAEhxIKC724RQrwmhNghhFhi0S8VQrxofPdvQghh6COFEA8Z+jNCiNnlXJtX9k45l71Tzh1S85zW6JUCie+VbtjWxev103mtflpeD6os/5w08wVM88j5gh2Vk4Sbp1CGfw669tSdzr39p+4MukhVp1KeAoNbLUGi2795ntgbk5p4Y5IekMzzxIKk3BHUS8Ay4N+tohBiLnAVMA+YDvxaCPFWKWU/sA64Dvg98EvgSuBXwD8Dh6WUFwghrgK+Any8zOsbkjO1ozxpXtJq919D287v2Y/x7rga7doHgrngiGD2oE4OHwHkH29dqn9umnbZSdraB/eKsx5Ep5V09dGkmKdL5zeV7J+Trt36ZM470SZyZygljUp6al0J2SraYdHixI5KzXPDeoePBGDCmXw9KMoKUFLKVwCMQZCVDwMPSilPA28IIV4DLhNCdADjpZRPG/m+ByxFD1AfhlybeQRYK4QQUspQW87oXvu+WU6al7TagXn60eiZzGCjN1fxJAyzBzVeGvPyYrAHVap/blpu6oRk30yLebp0flPJ/g2lJ5mKemrZaknDCEjmSD9hAco85Xr86UFfTT1IwnoG1YQ+QjLZbWh9xu+FuplnF4CU8qwQ4ghwDtAd0jUC0HhwryfNU9oiW60kDbOnNOOIfkbTofpBvfFoif4V0dJAMU+hfP/c9Nw5Pwmkop6mqP0Pnic26GsY54kNGaCEEL8Gpjp8dauU8mdu2Rw0WUQvlsfpmq5DnyZk5syZLpfgjT1T7PmdNL9pk9zoYbAH9fok/T2IiQODekddef65eQrJ9rWYp1C+f2660zk/SaFaniYdcyHEp346k76zA8wbH855YkMukpBS/rWU8iKHH7fgBPrIyPpEcQawx9BnOOh5eYQQw4EJwCGXa7pXSrlASrmgsbFxqCIUpa92JH21I4fU/KZNcqOHweOtTw8fwWljft/sQZXrn1t+SLavxTyF8v0r5mtSUZ6Gx9L5Tcw7fwqXvHUav7u5JZTDLsOa4nsM+JEQ4qvoiyTmAM9KKfuFEMeEEJcDzwBXA//bkuca4Gngo8DGsJ8/AYw5ad83y0nzmzbpmJVx5fqT9PUP0DRpsAf1335Snn/KU7unUL5/afRVeRoyhw+H+teXFaCEEB9BDzCNwC+EEM9LKZdIKbcLIdYDLwNngRuMFXwAK4DvAnXoiyN+ZejfAb5vLKg4hL4KMHQaDr3pSfObNg0snd/E1x44CMCmmwdX2ZXrn/LU7imU719afVWehkhnZ6h/fbmr+H4K/NTluzuAOxz0rcBFDvop4GPlXE8p7Jk6y5PmN21q+Iu/sEnl+qc8tXsK5fuXal+Vp+Hg4mtQpH4niT5jXnoozW/a1DDSYV6+TP+Up87PNMr1L9W+Kk/DwcXXoEh9gBp78qgnzW/a1HDIvo6lXP+Up45rg8r2L9W+Kk/DwcXXoEh9gDrn0D5Pmt+0qWHnTptUrn/KU7unUL5/qfZVeRoOLr4GReoDVNe02Z40v2lTw9y5Nqlc/5Sndk+hPP82bOvij5NmMCDhirs3hvLOSqRRnoaDi69BkfoAdbam1pPmN21qGGGfgy/XP+Wp83ONUv0z96M7PUxv7oX70aUC5Wk4uPgaFKkPUGNPHPGk+U2bGg4etEnl+qc8tXsKpftn7kc3sd94Z6cmfz+6VKA8DQcXX4Mi9QHqnMP7PWlO+oZtXdQf3AfI9A7xd+2ySV79c9KUpzh6Ct7raqFm7js37dgBwL4fXSpQnoaDi69BkfoAtXvaeZ60Qt0c4u9q0PfiakjrEH/ePDqO5j8o9eKfk6Y8NZg3z1H2WlcLNXM/uj826O/sNJwd1FOD8jQcXHwNitQf+d5fM5z+muFDaoW6OcQ/O6yGs8NqgHAO7Iosa9boR4nU1tJ53NigPpuFNWs8+eekpd5Tk9pa/acAr3W1UDP3o7P6GsbO05FGeRoOtbV0nAj+qHeT1I+gxh3v8aQV6uZQflKv8R5ETb6eeBYu1A9jWzlG/2w5rG3ck990zDKU16n3dM0a3dfubjrOGFNK5nliq1Z5rquFmjn6/OyDx+gbkDSdE87O05Gm2/nUHuVpiVjqaucJY7sjS10NitQHqEk9Bzxphbo5xJ96TK/45hx0Wob4mminbWU35nFdYnMLrIRW0e7JPyct7Z7mgv7He+lsPJEX9MF7XXXS9P3oegD7fnSpYPduOkadssnK0xKx1FUasdXVoEh9gNo1/XxPWqFuHti1o3E2AI196Rri5065/fKXETW3I/tXw223AfDN3zpuzzik12n3lExGb+A/er/+ueC4cK911a3+cpFtC8zkY/b0L7qIzq7f6Zqlp688LY3BDqqOtYOaO004AFL/DGpgWA0DxhxyMa1QXzq/ibuWXczw2lr6xTCa6uu4a9nF6Rnig97Q163Tf1+3Tv+MN/+ctLR7qm3SEJtbaJ+hP3EXK7sRm1vQNmmA97rq5j/Dh+s/acLs6R83jmY3e/oLFwLK01LRmjVkq9Q7poDsX41slYGf15Y+ZwsYf9x+nomT5qQvnd/E/CfPALBpVcqG+JYhfatoh0WLc5+9+uekpdlTrVlDk7qPYmU3cm2DPoJq1nukXuuqm//sd17+n2RyPf0j9qlojYzytBzMDupK9D9DON4+9QFqYo/94amT5qrv2WPX0sCWLbnpp9yQfv162LLFl3/KUwvWefzNLfqflmk+r/65+Z9GX4tNRYN3/5SnBRTpoAYZpFIfoHY2vcWT5qr/5V8GfUnxwGmljtGD2nnHjxyzePY6rZ5agn6raNVHTkbQJ5Px7J9b/U2tr0V6+srTEinSQVUBKkCksD+Gc9Jc9WGpf4yXx4ZtXRw7M8CAtO8E4dnrtHpqCfq5uXzLzdSrf271N5W+DtHTV56WSJEOapCkPkBNOGY/z8RJs+nm6qB9lu32Q3gPIE6YO0FM6tXn67vO5O8E4dnrfSk/wsAFr/651d9U+jpET195Gm1SH6Dqj9g3O3TSbLr1PYDhw0N7DyBOmDtBTD6uN+ZD9fkbaHr2eu9ex3dW0o5X/9zqbyp9HaKnX7KnZgd1795BLeUd1DBI6fhUZ8O2Ll5umM1LDbO44u6NbNimb9mxc8YF7JxxgS19nm6+s3LmNEyYEMoDwrhh7vjwyuTzeGXyeTbdydc8zdw+6e1vp7PutK4Z2yelHT911aYpXx0py1OzgzprFrz97bbl64pgSG2AMqej+gGJyJ3nsmFbFxKBRNjy2PRMBqY36adKrliR6uAEgzs+FPrkpts0s9EfMY42UI0e8F9XbZry1UbZnpod1Fdehs5O1UENidQGKHM6qvHEYRpP6M9MzOmo+qMHqT/qMMwv1LNZ2NOl96IsL6qmFXMDTaun1p0gnHy1appoR6zspv3IC4D+zopY2Y0m2itYiujht64WaspXO+V6CuQ6qB1HOlUHNSRSG6DMaSdrBTX1CUcPMeGow4NSq272QufOo6OewXdWUhykzJ0gppzsofHEYdtOEE6+WrVKvZ0eN/zW1UJN+WqnXE+BXAe1sx7VQQ2J1AYoc9rp5cnn8/Lk8/P0zhlz6Jwxx5YnTzdXB9XX03mkc3DIv2VLRa4/qiyd38TYdy5g/OUL+d3NLXnbFDn5atNctk9KM37q6oZtXWxvPI8XG2bnPVdRvubjt/071lOjgwqoDmpIpDZAmdNRVoptTLphWxfHT5/l6Kk+veG/7+/tQ/pMRq3g8UGhp7+9d3DnhNbFrarRG3itq+ZzlQEpAXLPVZSvdvy0f1vb39aF9tSdztOmT91ZketPC6ldZm727D//ox7O9g/QNHnwPJdVD+Zva2I2/IYT+hx015le/vOGm/jIYz/MpRFt+gPU1sWtqZ46AfKX3lqoPzLoq5Onv3/ycbjj67wn5LfT44bXuppb5n/GmIoaoT9XeeGnv+Y9FXjrP0549dSpnt7y6Ivctey7SOPvEG0C2SorX4gUkNoABcZ5Lt/Tdzm2nucyoWBjSLPhn3NSXwV1eASMPf0JLqz/J353c4uqoIW4bKBp9dXJ07ULl/HTQ3X8zpophLfT44iXumo+V7F6CvA/3/5hbnAa7afcVy+eOtVT67t9inBJdYAC9HcYCuhsyp9/tr7fAzD1TL6uKMDBU8j3VXlaAkPUVfPAx0JPU3PgYykM4amXetq6uDXEC0w3qX0G5Qe3Bm7qqoL6ZyhPFf7x+1xVMTRe6mnqp/RDRI2gHLbLn3gk/3hn86TXKccH5/atDV9V0AJcjiCw+jqUpwoHhqir5pTTF354mLMDMu+5isKFAk83bOtidPc+JHDF3RvJvK2RnzzXpepplVAB6qB9QcTooz25Cmpt4Ld96xgDUjJGNfziHHQ+O2fc8SO535WnJeDgq9VTMJ6r/OAkiPznKgoXDtoXRNT3HgX0VZA/ea6L/3RpE798QtXTaqAC1MWD57mYFfSNxtkATO3J3437a5e9A4BN/6gaflEutp+RY+57VngMh/LUBwW+unnq5L/CBYtX5oKIXPs/oy+IyL56gPGqnlYFFaAsmBWUEYOaWrFTPrn3c0T++zmK0lGeBo/bAp09Pb3Mmlrhi1EAKkDB7t25X80KOvWYsefWyHzdmlZRhN276RgY3BbGDPxTTw/6agb+2rPKU89Y6p/yNCAsddVcBVnY/qfX16m2XyXUKr6eHjpO6g9KzZU5E04fZ8Lp47kkuRU7PT36j8IZ81iHnh46pfEuSTbLBx//PmD3dU9Pr/LUCxZfzbo684VnuP6ZR5SnpeJQV78yqZuVWx7N8zS3IEJ5WhXSG6DMCnrRRXSO1EdIZgXd0TCLHQ2zgIIVOxddpP8onDGPdZgxQ/9s7FfWdYHumdVXMAK/8nRoLL52juyFbJZv/Pwr/GHqW5WnpeJQV99z6w1c/vEldEw9nx0Ns/I3O1aeVoX0Biizgpq9IksFHTlcf5ekcDduRXHcjnU40NKl3s8pB3Mj4pe365+XL2f7V+/l+Qvm5yVTnnrHra7++q0vM39mPZeff45ts2NF5UltgCpaQcUxLq89aa+gu3bpPwpH3I51ePATX+WuZRdz7omDTD/WnR/4d+2io/OFKl95tNE2aYjNLbQ3nQVArOzmr/Z+nLfPfcLVU1VPi1P0CBIn/5SnVSG9AapYBT16VP8xMacDrbo6MtsZl2Mdls5vomlYHzOHn80P/EeP0klPda41JmjNGnLRRuTaBgDk2gbkoo08+Imv5nv65A9z9bTjlLFhr6qn7rgdQVLY/t00ReikNkAB7hV03jz9x8ScDmxq0nV1ZLYzpi9uxzpYfTWDvtVndTN1xuIrkO+r1VNLPe0c0avqaTGK1dXC9g8wbx4dTWOqc60pJr3LzK0VVLTDosX5NwEr5jOAH7+fjulj4EYjXcp3g7ZhHuLo4VgHrXE7bZtvyn3OHVcy82q0Sl1vXLD42ipaodlyOOZkSzpLPaWJwfqs6qmdYnXV6umaNbkA33mkU9eyWT2dOvstdISU8T4mYsGCBXLr1q3+M5oVz9p4jYrXfOqbAGz68p/zsjRrs2kXnfq04G23lXPZqaT5Nv3k0pyv2Sx88IOIG0/o01fqZuobq6faJo229jZbGnVGmT/y6qnRkW3+1HDaR76JXLRRBf4QEEI8J6VcUKind4pv1Sr3E3GPH6fj9L7877JZ2GMcn62OzC6N48f1H5NMBj7/ef33FStUgy8Fi6duz6pUcPKJ1VNzMdXINwHLybmivZpXmBrSG6CKMXcunSNO5j5q919jW0UlNreg3X9Nta4wnsydq/+YGM8AWwcWqaBfKnPn0jF9tP57sWdVCu9Y6mnRxVSK0CkrQAkh7hFCvCqE+IMQ4qdCiHrLd7cIIV4TQuwQQiyx6JcKIV40vvs3IYQw9JFCiIcM/RkhxOxyrq0kzAf3VrJZtIcP6D1T49Rc2Sr1numBeQ5/icITlpup1taubqZlkHs2Yn1Wtbh18JnUli3VvcC447aYShE65Y6gngQuklL+JfBH4BYAIcRc4CpgHnAl8A0hhPmm5jrgOmCO8XOlof8zcFhKeQHwv4CvlHltvtEat+sjpU59+C7ahD5S+lij+3SgwjudnXR0Pq//brmZAupmWiqdnYO/W6atcz18VU/9Y62nQ61MVYRKWQFKSvmElPKs8fH3gLFvCB8GHpRSnpZSvgG8BlwmhJgGjJdSPi311RnfA5Za8jxg/P4I8F5zdFUptGsf0EdKd+m7RObm8K99IJdGnZ5bAubI9ORJOjHOL1q40B6M1M3UM9od70O0CdrpAIzOVJtAu+N91b2wOONUTx98EJYt01f7NWuqI1VhgnwG9U/Ar4zfmwDra9e7Da3J+L1Qz8tjBL0jwDlO/5AQ4johxFYhxNYDBw44JSkd603S4cG9mnsuAfP9nGnT9M/q/Zyy0d79pVwHCsgtjtDe/aUqX1mMcaqnjz4KV12Vn051pCrGkAFKCPFrIcRLDj8ftqS5FTgL/NCUHP4qWUQvlscuSnmvlHKBlHJBY2PjUEXwh3pwHzhu20qplVBlYPbkly/XP6ulz2Wj6mkEkVKW9QNcAzwNjLZotwC3WD4/DrwLmAa8atE/Afy7NY3x+3CgG+M9rWI/l156qQyMjRulbGjQ/3T6rCiP1aslGlKuXl3tK0kOq1fL1mblaaCoelpxgK3S4f5e7iq+K4GbgA9JKU9avnoMuMpYmXce+mKIZ6WUe4FjQojLjedLVwM/s+Qx121/FNhoXHjlUA/uw0OthAoew1Ptr1YrT4NC1dNo4RS1vP6gL37YBTxv/HzT8t2twOvADuBvLPoC4CXju7UM7mYxCnjY+DufBc73cg2BjqAU4WAZibZmW9XINAjUaD94VD2tGriMoNK71ZGichTZVko9bC4R5WnwKE+rhttWRypAKRQKhaKqqL34FAqFQhErVIBSKBQKRSRRAUqhUCgUkUQFKIVCoVBEEhWgFAqFQhFJVIBSKBQKRSRRAUqhUCgUkST270EJIQ4AnUMmLE4D+t5/SSKJZYJklkuVKR4ksUwQjXLNklLadv6OfYAKAiHEVqeXxOJMEssEySyXKlM8SGKZINrlUlN8CoVCoYgkKkApFAqFIpKoAKVzb7UvIASSWCZIZrlUmeJBEssEES6XegalUCgUikiiRlAKhUKhiCQqQCkUCoUikqQ6QAkhrhRC7BBCvCaEuLna11MqQoj7hBD7hRAvWbRJQognhRB/Mv6cWM1r9IsQ4lwhRFYI8YoQYrsQ4rOGHttyCSFGCSGeFUK8YJSpzdBjWyYTIUSNEGKbEOL/GJ+TUKYOIcSLQojnhRBbDS3W5RJC1AshHhFCvGq0rXdFuUypDVBCiBrg68DfAHOBTwgh5lb3qkrmu8CVBdrNwG+klHOA3xif48RZ4AtSyr8ALgduMP5/4lyu00CLlPLtwCXAlUKIy4l3mUw+C7xi+ZyEMgFkpJSXWN4Tinu5/hX4v1LKtwFvR/8/i26ZnM6BT8MP8C7gccvnW4Bbqn1dZZRnNvCS5fMOYJrx+zRgR7Wvsczy/Qx4X1LKBYwG/h/wzriXCZiBfmNrAf6PocW6TMZ1dwANBVpsywWMB97AWBwXhzKldgQFNAG7LJ93G1pSmCKl3Atg/Dm5ytdTMkKI2cB84BliXi5jKux5YD/wpJQy9mUCvgasAgYsWtzLBCCBJ4QQzwkhrjO0OJfrfOAAcL8xHfttIcQYIlymNAco4aCpNfcRQwgxFvgJ8Dkp5dFqX0+5SCn7pZSXoI86LhNCXFTlSyoLIcTfAfullM9V+1pC4Aop5TvQHwPcIIRYVO0LKpPhwDuAdVLK+cAJojSd50CaA9Ru4FzL5xnAnipdSxjsE0JMAzD+3F/l6/GNEKIWPTj9UEr5qCHHvlwAUsoeYBP6s8M4l+kK4ENCiA7gQaBFCPED4l0mAKSUe4w/9wM/BS4j3uXaDew2Ru0Aj6AHrMiWKc0BagswRwhxnhBiBHAV8FiVrylIHgOuMX6/Bv0ZTmwQQgjgO8ArUsqvWr6KbbmEEI1CiHrj9zrgr4FXiXGZpJS3SClnSClno7ehjVLKfyDGZQIQQowRQowzfwfeD7xEjMslpXwT2CWEuNCQ3gu8TITLlOqdJIQQH0CfP68B7pNS3lHdKyoNIcSPgWb0bfP3Aa3ABmA9MBPYCXxMSnmoSpfoGyHEe4D/AF5k8NnGl9CfQ8WyXEKIvwQeQK9vw4D1UsrbhBDnENMyWRFCNANflFL+XdzLJIQ4H33UBPrU2I+klHckoFyXAN8GRgB/Bq7FqItEsEypDlAKhUKhiC5pnuJTKBQKRYRRAUqhUCgUkUQFKIVCoVBEEhWgFAqFQhFJVIBSKBQKRSRRAUqhUCgUkUQFKIVCoVBEkv8P6qoLb6rJ/ScAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gridplot(AlignedCaptureSamples, pStart=0, pNumSamples=128).show()\n",
    "stemplot(AlignedCaptureSamples, pStart=0, pNumSamples=64).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2027b293-53fd-4af7-9dc3-48215c0bb8e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pStart = 0\n",
    "pNumSamples = 16\n",
    "plt.plot(AlignedCaptureSamples[0][pStart:(pStart+pNumSamples)])\n",
    "plt.plot(AlignedCaptureSamples[1][pStart:(pStart+pNumSamples)])\n",
    "plt.plot(AlignedCaptureSamples[2][pStart:(pStart+pNumSamples)])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b872914e-e3d7-45c9-8ed6-2113b899836d",
   "metadata": {},
   "source": [
    "## Latency Incurred Due To Alignment\n",
    "Enabling MTS adds additional latency in the received sample datapath.  Due to the alignment process one or more streams will be delayed N number of samples and that is reported below in the \"Latency Reporting\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ef6c8439-6ef0-4a05-a320-134550ef36b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latency DAC Tile 0:  112\n",
      "Latency DAC Tile 1:  112\n",
      "Latency ADC Tile 0:  12\n",
      "Latency ADC Tile 1:  12\n"
     ]
    }
   ],
   "source": [
    "print(\"Latency DAC Tile 0: \", ol.xrfdc.mts_dac_config.Latency[0])\n",
    "print(\"Latency DAC Tile 1: \", ol.xrfdc.mts_dac_config.Latency[1])\n",
    "print(\"Latency ADC Tile 0: \", ol.xrfdc.mts_adc_config.Latency[0])\n",
    "print(\"Latency ADC Tile 1: \", ol.xrfdc.mts_adc_config.Latency[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b71253e-d04a-4acb-90e2-56986b6b1456",
   "metadata": {},
   "source": [
    "## Verify Alignment Stability\n",
    "Perform the correlation of the two non-adjacent channels and verify the sinewaves are in alignment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f4ed9b0e-c350-4f1e-9088-8852a5bd5984",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "................................\n",
      "MTS Successful\n"
     ]
    }
   ],
   "source": [
    "from scipy import signal\n",
    "\n",
    "iterations = 32\n",
    "for i in range(iterations):\n",
    "    print(\".\", end='')\n",
    "    ol.internal_capture(AlignedCaptureSamples)\n",
    "    N = len(AlignedCaptureSamples[0])  # choose power of two for efficiency\n",
    "    Tile0 = AlignedCaptureSamples[0][:N]/2**15\n",
    "    TileN = AlignedCaptureSamples[2][:N]/2**15\n",
    "    x_corr = signal.fftconvolve(TileN, Tile0[::-1], mode='full')  # compute the cross corrleation of non-adjacent channels\n",
    "    lag0 = np.argmax(x_corr)\n",
    "    if (lag0 != (N-1)):\n",
    "        print(\"\\tFailed at \", i, \" : MTS Alignment is not stable - please power-cycle board and verify CLK104 and board connections...\")\n",
    "        pStart = 0\n",
    "        pNumSamples = 16\n",
    "        plt.plot(AlignedCaptureSamples[0][pStart:(pStart+pNumSamples)])\n",
    "        plt.plot(AlignedCaptureSamples[2][pStart:(pStart+pNumSamples)])\n",
    "        plt.show()\n",
    "        break\n",
    "print(\"\\nMTS Successful\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0968d835-f6ba-4b88-9e42-b66706216698",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90f545ea-c675-4b90-a630-dc95e3beb8ae",
   "metadata": {},
   "source": [
    "# Deep Capture to PL DDR4 Memory\n",
    "The ZCU208 has an additional DRAM exclusively for the PL.  Specifically, this overlay stores ADC Tile 225 - channel 1 samples. Our overlay limits a DMA descriptor to a maximum length of 24bit or 16MB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "daeba799-d00d-4fc9-be4a-988d6c27c3df",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pynq import allocate\n",
    "numSamplesPerDMA = (8 << 20)-1 # 8 MSample = 16MB\n",
    "dbuf = allocate(numSamplesPerDMA, dtype=np.int16, target=ol.ddr4_0)\n",
    "assert (dbuf.physical_address == ol.ddr4_0.base_address), \"Buffer was not allocated to the expected PL-DRAM!\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7c702833-a631-479c-8bd2-be69b6d3fd96",
   "metadata": {},
   "outputs": [],
   "source": [
    "ol.dram_capture(dbuf)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2173e5b4-596c-43be-8786-be6a7939f922",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Plot Captured ADC Samples from PL DRAM\n",
    "The DMA interface captures 2MB worth of sample data and saved it into PL DRAM.  Each sample is 2 bytes each (int16) and we have allocated one mega-sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8e2f6af7-526d-49e3-82c8-faa3c4fe6d15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pStart = 512 * (1<<10)\n",
    "pNumSamples = 256\n",
    "plt.plot(ol.ADCdeepcapture[pStart:(pStart+pNumSamples)])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "78364503-996b-4657-9ac1-e180b495366c",
   "metadata": {},
   "outputs": [],
   "source": [
    "dbuf.freebuffer() # reclaim memory"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2b14363-b6ef-4f7e-9ab3-686e1ad4779a",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Verify Waveform Properties Match Expectations\n",
    "\n",
    "If the DAC waveform was a sinewave, verify the captured ADC waveform is sinusoidal.  If a chirp, verify linear frequency ramping of the captured signal or plot the magnitude of the FFT.  Return to earlier cells and try different waveform generation functions and observe the captured ADC samples to the deep memory.  The DMA interface is limited to a maximum of 16MB per descriptor, so it is not feasible to attempt writing the entire DRAM.  One can modify the cells above to target different regions of the DRAM and deposit more sample sets for analysis."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
